{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import subprocess\n",
    "import os\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def run_command(n, threads):\n",
    "    result = subprocess.run(\n",
    "        # [\"xmake\", \"run\", \"MatrixMulOpenMp\", str(n), str(threads)],\n",
    "        [\n",
    "            \"/opt/mpich/bin/mpirun\",\n",
    "            \"-n\",\n",
    "            str(threads),\n",
    "            \"./build/linux/x86_64/release/MatrixMulMPIOpenMP\",\n",
    "            str(n),\n",
    "        ],\n",
    "        capture_output=True,\n",
    "        text=True,\n",
    "        check=True,\n",
    "    )\n",
    "    out = result.stdout.split(\"\\n\")\n",
    "    return out[0].split(\" \")[1], out[1].split(\" \")[1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = []\n",
    "for n in [100, 500, 1000, 2000]:\n",
    "    for threads in [1, 4, 8, 16, 32]:\n",
    "        normal_time, pthread_time = run_command(n, threads)\n",
    "        speedup = float(normal_time) / float(pthread_time)\n",
    "        data.append([n, threads, float(normal_time), float(pthread_time), speedup])\n",
    "\n",
    "df = pd.DataFrame(\n",
    "    data, columns=[\"N\", \"Threads\", \"Normal Time\", \"Pthread Time\", \"Speedup\"]\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Ln3w+n2k7EAi0edzQoUNN+5pX0e5IXV2dtm/fbtrXnSf0RGH1/offq0juvSRt3ry53fPF61qIHsMwtGDBAtO++fPn294P5rTE5MQ5irmw5zAMQ9/85jf1/PPPh/a5XC499thjmjlzZlz6ZHUulBhrTtUdxwBjrWdatGhRXOq1hOuOY9rJYhG7sOu+2Pmcn0hjjaA3gDZt2bJF06ZN09GjR0P7RowYoddff12ZmZlx6VNDQ4PKyspM+9r7OM2YMWNM26tWrbJ8rX/+85+mysT9+vUjFUA3sH//ftN2W/d/1KhRpgfNkpKSNtNGtOa9994zbYePpfb+L5Jxtm/fPlO+QZ/Pp5EjR1puj85bsWKFduzYEdq2O9ejxJyWyJw4R9n5mtA13//+9/X444+b9j388MNxWQnZxOr7u9RybKxbt67NegitYax1T10ZA8xraC48tcns2bNtq9fSHPOafWIVu7Dzvtj1nJ9IY42gN4BW7dy5UxdccIEpP97gwYP15ptvxjVn0/vvv2+akL1er/Lz89s8/uKLLzZtv/nmm5avFX7sJZdcYrktYufdd981bYd/bLBJRkaGzjnnHNM+q/ffMAwtW7bMtK+9+x8+zpYtW2a5oFJ4QZvzzjuPAkc2efrpp03bl1xyiXJycmztA3Na4nLiHGXna0Ln3XnnnfrNb35j2vfAAw/oO9/5Tpx6dILV93fpxKqy5iviqqqqLAcHqqqqtHr16tC2y+Vq8TMC++3Zs0c7d+407WtvDDCvoS0lJSX6+9//btoXrz/oMa/ZI5axCzvvi13P+Yk01gh6A2hh3759Ov/8800FDQoKCvTWW2+poKAgjj1Ti1VJkydPVmpqapvHX3TRRaa/6i9fvrzFx35aYxhGixUCl112WWSdRdSVl5e3yM8XXiCmuUsvvdS0HT5+2vLOO++YVgD37dtXkyZNavP44uJiU1Gi7du3m4qCtSe8T4wze1RVVWnRokWmffH4hYg5LbE5cY6y6zWhc37xi1/ovvvuM+277bbbdNttt8WpRyds3bpVK1asMO1r7/1d6vxYe+GFF0wffT/zzDPVv39/iz1FrITfv4EDB+qUU05p83jmNbTl6aefNv0BZPz48TrttNNs7wfzmj3siF3YdV/sfM5PmLFmAEAzZWVlxqhRowxJoa/evXsbmzZtinfXjHfeecfweDymvv3P//xPh+3+7d/+zdTma1/7WodtHnvsMVObQYMGGXV1ddF4GeiC66+/3nRf/H6/sXfv3jaPP3DggJGWlmZq89Zbb7V7jWAwaJxzzjmmNj/+8Y877Nt//ud/mtqce+65RjAYbLfNsmXLTG0yMjKMQ4cOdXgtdN3TTz9t+t7n5+cbgUDA1j4wp/Vc77zzTovvZ2c4cY6y8zUlgmiNNcMwjEceecR0LknGd77zneh1tpMaGhqMCy+80NSv3NzcDueo9evXGy6Xy/RM0NHzak1NjXHKKaeYrvXII49E8+X0WNEca5HatGmTkZGRYbr+d7/73Q7bMa/1TLEca8Fg0BgyZIjp/P/7v/8btfNbxbxmD7tiF3beF7ue8xNlrBH0BhBy7NgxY8KECaZJLCsry/jwww+jep033njDeOKJJyIKML311ltGdna2qW/9+vUzqqqqOmy7ceNGw+12m9ouXLiw3eOzsrJMxz/22GOW+4qOPfjgg8Y//vEPy8cHAgHjlltuafHL+n/8x3902PbWW281tRk8eLBRWlra5vH333+/6fjMzEyjrKysw+scOnTISE9PN7V98MEH2zx+z549RlFRken4O+64o8PrIDrOO+880/f+Bz/4QafPxZyWeKL5C7sT5yi7XlMiiNZYe/bZZ1vMG/Pnz+8wQBip22+/3diyZYvl46uqqoxrr722xfv7Qw89ZKn91VdfbWo3YcIEo6KiotVjg8GgccMNN5iOHzJkiFFfX2+5v04WjbH24YcfGg899JCl97LmbQoLC03XTklJaXfOaMK81jPFMui9YsUK07n9fn+Xv+/Ma92TXbGLJnbdFzuf8xNhrBH0BhAyderUFm/O99xzj/Hmm29G/HXkyJE2r/Pkk08akoyCggLj5ptvNt5++22jvLy8xXENDQ3G+++/b8yZM6fFxO92u43Fixdbfm3f/OY3W7S/8847Tf2sr683nnzyyRaBqNNPP932FaBOd+655xqSjOLiYuPXv/61sX79+la/x+Xl5cbChQuNMWPGtBibQ4cONQ4fPtzhtcrKyoz8/PwWD9dLly41/bK/e/fuFm/kkoyf//znll/XAw880KL9t7/9bdMvRY2NjcbLL7/c4he8/v37G0ePHrV8LXReSUmJaWWDJGP9+vWdPh9zmnO9++67rb7H/fKXvzR9T/v27dvm++HGjRvbvYYT5yg7X5NTxHKsvfnmm4bX6zWdZ/jw4cb//d//Rfx819EfrAcNGmS43W5j2rRpxh/+8Adjy5YtRmNjY4vjDh48aDzyyCPG0KFDW9z/SZMmGbW1tZa+b5999pmRmppqan/GGWcY77zzjum4LVu2GDNmzGhxrRdffNHSdZwklmOtKZiZm5trfOMb3zBee+21VldRB4NB4+OPPza++93vGklJSS3uy69//WvLr4d5rfuy4z003Pz5803nnjlzZpdfB/Na92RX7KKJnffFruf8RBhrBL0BhIRPYl35Cp8om2sKEIV/FRQUGKNHjzbOOussY+TIkS1WbjR9uVwu4+GHH47otVVVVRlnnnlmi3P5/X7j1FNPNU4//fRWr5eXlxfRX/ZhTVPQu/lXUlKSMXToUGPcuHHGhAkTjCFDhrQIDDZ95efnG59++qnl661YscJITk5ucZ6srCxj7NixxuDBg1ukmZBkXHbZZRGtgmtsbDQuvvjiFufxeDzGkCFDjLFjx7b4S7x0YkXTu+++25lvJTrhnnvuMX3/x48f36XzMac516BBg7r8fjh37twOr+PEOcqu1+QUsRxrd911V5fP3fR17rnnRvw60tLSjFNOOcU488wzjfHjx7f7WocPHx5xmq/nnnuuxR8ypRMfcR8/frwxcODAVv/fSvoMJ4rlWAtfwdv01bdvX2PUqFHGWWedZZx22mktgjTNvyL95BXzWvdl13tok6qqqhZpcl555ZWYvA7mtfiL1vua1H7sojm77oudz/lOH2sEvQGE2PXG0VaAyMpXv379jDfeeKNTr6+srMz40pe+ZPlaRUVFxscff9zJ7yba01rQ2+rXRRddZBw4cCDia7711ltGTk6O5evMmjXL8oqM5mpqaoxrrrnG8nVyc3MtP2ghOsJX4HQ11yNzmnPZ+Qu7E+cou16TEzg56B1J/48fP96p79/ChQuNlJQUy9f6z//8z4QMQhpGfILeVr569eplPPPMM516Tcxr3ZPdQe8FCxaY2karXgvzWvfU1bHV/CuS+cCu+2Lnc76TxxpBbwAhdr1x7Ny507j77ruNqVOntvhrfGtfbrfbGDdunPHII49ElCOwNY2NjcYf/vAHY9iwYW1eLycnx7j99ts7/YCCjr3xxhvGt771LWPUqFGtrogJ/0pPTzeuvPJKY8WKFV267v79+41vf/vbLT7G1fxr7Nixxp///Ocuv8ZFixa1mpal6SstLc248cYbOxXAR+etXLnSdB+ikeuROc257P6F3YlzlJ2vqSdzStD7pZdeMubNm2cMGzas1ZVh4V/Z2dnGv//7v0clB+u2bduMWbNmGT6fr83rnXPOOcby5cu7fK2eLJZj7fDhw8Z///d/G1/5ylcsB4aHDx9u/PznP7eUXqAjzGvdi93voeeff76pbVfqtTTHvNY9Ret9TYos6G0Y9t0XO5/znTrWXIZhGAKAODEMQ9u2bdPWrVu1e/dulZeXq7a2VmlpacrOztbAgQM1ceJE9erVK+rXXr9+vT744APt27dPjY2Nys3N1WmnnaZJkybJ5/NF/XpoXXV1tTZt2qSSkhLt27dPlZWVCgaDysrKUnZ2tkaOHKnRo0fL4/FE7Zo1NTVatWqVNm/erPLycvn9fhUUFGjSpEkaNmxY1K4jSVu3btWaNWtUWlqq+vp6ZWVlacSIEZoyZYqSk5Ojei3EH3MaosGJc5Sdrwndw7Fjx7Rp0ybt3LlT+/fvV1VVlVwul7KyspSTk6PTTz9dw4cPl8vlivp13333XX322Wc6fvy4kpOTVVhYqClTpqigoCCq10L7du7cqc8++0y7du3S0aNHVVNTo+TkZGVnZ6tfv36aNGmScnNzo35d5jXECvMamrPzvtj1nO+0sUbQGwAAAAAAAADgGO54dwAAAAAAAAAAgGgh6A0AAAAAAAAAcAyC3gAAAAAAAAAAxyDoDQAAAAAAAABwDILeAAAAAAAAAADHIOgNAAAAAAAAAHAMgt4AAAAAAAAAAMcg6A0AAAAAAAAAcAyC3gAAAAAAAAAAxyDoDQAAAAAAAABwDILeAAAAAAAAAADHIOgNAAAAAAAAAHAMgt4AAAAAAAAAAMcg6A0AAAAAAAAAcAyC3gAAAAAAAAAAxyDoDQAAAAAAAABwDILeAAAAAAAAAADHIOgNAAAAAAAAAHAMgt4AAAAAAAAAAMcg6A0AAAAAAAAAcAyC3gAAAAAAAAAAxyDoDQAAAAAAAABwDILeAAAAAAAAAADHIOgNAAAAAAAAAHAMgt4AAAAAAAAAAMcg6A0AAAAAAAAAcAyC3gAAAADaVVRUJJfLZfoaOnSoAoFAl89VXl4e/Q4DAAAgoRH0BgAAABCx7du364knnoh3NwAAAIAWCHoDAAAA6JR7771XtbW18e4GAAAAYELQGwAAAECnlJaW6ve//328uwEAAACYEPQGAAAA0GkPPvigKisr490NAAAAIISgNwAAAICIFBcXh/596NAh/frXv45fZwAAAIAwBL0BAAAAROS+++6Ty+UKbf/yl7/U0aNH49gjAAAA4HMEvQEAAABEZOzYsZo5c2Zou6KiQr/4xS/i2CMAAADgcwS9AQAAAETsnnvukcfjCW0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      "text/plain": [
       "<Figure size 1500x900 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(5, 3), dpi=300)\n",
    "sns.lineplot(data=df, x=\"N\", y=\"Speedup\", marker=\"o\")\n",
    "plt.title(\"Speedup with N Matrix Size\")\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
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